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The use of spreadsheets in industry is widespread. Companies base decisions on information coming from spreadsheets. Unfortunately, spreadsheets are error-prone and this increases the risk that companies base their decisions on inaccurate…

Software Engineering · Computer Science 2018-09-03 Bas Jansen , Felienne Hermans

Spreadsheet engineering methodologies are diverse and sometimes contradictory. It is difficult for spreadsheet developers to identify a spreadsheet engineering methodology that is appropriate for their class of spreadsheet, with its unique…

Human-Computer Interaction · Computer Science 2008-02-28 Thomas A. Grossman , Ozgur Ozluk

Spreadsheet users regularly deal with uncertainty in their data, for example due to errors and estimates. While an insight into data uncertainty can help in making better informed decisions, prior research suggests that people often use…

Human-Computer Interaction · Computer Science 2019-05-31 Judith Borghouts , Andrew D. Gordon , Advait Sarkar , Kenton P. O'Hara , Neil Toronto

This paper outlines an approach to manage and quantify the risks associated with changes made to spreadsheets. The methodology focuses on structural differences between spreadsheets and suggests a technique by which a risk analysis can be…

Human-Computer Interaction · Computer Science 2009-08-24 John Hunt

Because spreadsheets have a large and growing importance in real-world work, their contents need to be controlled and validated. Generally spreadsheets have been difficult to verify, since data and executable information are stored…

Human-Computer Interaction · Computer Science 2008-07-22 John C. Nash , Neil Smith , Andy Adler

In the insurance industry, spreadsheets have emerged as an invaluable tool to for product pricing, because it is relatively straightforward to create and maintain complex pricing models using Excel. In fact, Excel is often preferred to…

Software Engineering · Computer Science 2010-09-09 Sebastian Dewhurst

Computer end users have spent billions of hours completing daily tasks like tabular data processing and project timeline scheduling. Most of these tasks are repetitive and error-prone, yet most end users lack the skill to automate these…

Software Engineering · Computer Science 2023-10-31 Hongxin Li , Jingran Su , Yuntao Chen , Qing Li , Zhaoxiang Zhang

We have prototyped a "spreadsheet component repository" Web site, from which users can copy "components" into their own Excel or Google spreadsheets. Components are collections of cells containing formulae: in real life, they would do…

Software Engineering · Computer Science 2008-09-23 Jocelyn Paine

Spreadsheets are characterized by their extensive two-dimensional grids, flexible layouts, and varied formatting options, which pose significant challenges for large language models (LLMs). In response, we introduce SpreadsheetLLM,…

Artificial Intelligence · Computer Science 2025-04-03 Haoyu Dong , Jianbo Zhao , Yuzhang Tian , Junyu Xiong , Shiyu Xia , Mengyu Zhou , Yun Lin , José Cambronero , Yeye He , Shi Han , Dongmei Zhang

Tables are among the most powerful and practical tools for organizing and working with data. Our motivation is to equip spreadsheet programs with smart assistance capabilities. We concentrate on one particular family of tables, namely,…

Information Retrieval · Computer Science 2017-08-30 Shuo Zhang , Krisztian Balog

Modern spreadsheet systems can be used to implement complex spreadsheet applications including data sheets, customized user forms and executable procedures written in a scripting language. These applications are often developed by…

Software Engineering · Computer Science 2015-03-12 Domenico Amalfitano , Nicola Amatucci , Vincenzo De Simone , Anna Rita Fasolino , Porfirio Tramontana

Spreadsheets are a vital tool for end-user data management. Using large language models for formula authoring assistance in these environments can be difficult, as these models are expensive to train and challenging to deploy due to their…

Programming Languages · Computer Science 2023-12-21 Harshit Joshi , Abishai Ebenezer , José Cambronero , Sumit Gulwani , Aditya Kanade , Vu Le , Ivan Radiček , Gust Verbruggen

Tables have been an ever-existing structure to store data. There exist now different approaches to store tabular data physically. PDFs, images, spreadsheets, and CSVs are leading examples. Being able to parse table structures and extract…

Computer Vision and Pattern Recognition · Computer Science 2022-01-06 Susie Xi Rao , Johannes Rausch , Peter Egger , Ce Zhang

Spreadsheets offer a supremely successful democratisation platform, placing the manipulation and presentation of numbers within the grasp of users that have little or no mathematical expertise or IT experience. What appears to be almost…

Software Engineering · Computer Science 2024-02-06 Peter Bartholomew

Embedding learning is an important technique in deep recommendation models to map categorical features to dense vectors. However, the embedding tables often demand an extremely large number of parameters, which become the storage and…

Machine Learning · Computer Science 2022-08-15 Daochen Zha , Louis Feng , Bhargav Bhushanam , Dhruv Choudhary , Jade Nie , Yuandong Tian , Jay Chae , Yinbin Ma , Arun Kejariwal , Xia Hu

We developed an internet-based questionnaire on spreadsheet use that we administered to a large number of users in several companies and organizations to document how spreadsheets are currently being developed and used in business. In this…

Human-Computer Interaction · Computer Science 2008-03-10 Kenneth R. Baker , Stephen G. Powell , Barry Lawson , Lynn Foster-Johnson

Efficient processing of tabular data is important in various industries, especially when working with datasets containing a large number of columns. Large language models (LLMs) have demonstrated their ability on several tasks through…

Machine Learning · Computer Science 2024-08-22 Ashlesha Akella , Abhijit Manatkar , Brij Chavda , Hima Patel

Among the multiple causes of high error rates in spreadsheets, lack of proper training and of deep understanding of the computational model upon which spreadsheet computations rest might not be the least issue. The paper addresses this…

Human-Computer Interaction · Computer Science 2024-12-31 Karin Hodnigg , Markus Clermont , Roland T. Mittermeir

Spreadsheets are used extensively in industry, often for business critical purposes. In previous work we have analyzed the information needs of spreadsheet professionals and addressed their need for support with the transition of a…

Software Engineering · Computer Science 2011-11-30 Felienne Hermans , Martin Pinzger , Arie van Deursen

Working with data in table form is usually considered a preparatory and tedious step in the sensemaking pipeline; a way of getting the data ready for more sophisticated visualization and analytical tools. But for many people, spreadsheets…

Human-Computer Interaction · Computer Science 2021-06-30 Lyn Bartram , Michael Correll , Melanie Tory